{"id":"W4416089888","doi":"10.1177/08404704251390914","title":"Beyond Digitalization: Essential Information Technology and Procurement Insights for Successful interRAI System Adoption","year":2025,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Procurement; Software; Information technology; Software versioning; Information system; License; Work (physics); Service (business)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01160182,0.0006540402,0.0005392467,0.004672965,0.00461362,0.02015471,0.0015114,0.003002153,0.01507734],"category_scores_gemma":[0.02623862,0.0007214243,0.0005725517,0.005390825,0.01015371,0.02875819,0.007985989,0.004630672,0.002164913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007391306,"about_ca_system_score_gemma":0.01087034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003168909,"about_ca_topic_score_gemma":0.0029257,"domain_scores_codex":[0.9883142,0.005426215,0.0006759042,0.0006189165,0.002901147,0.002063669],"domain_scores_gemma":[0.9747206,0.01488569,0.002844137,0.00230233,0.003567433,0.001679876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007979426,0.0004071675,0.01767952,0.0002813143,0.0000171205,0.001170229,0.02490374,0.001512302,0.001346515,0.8808128,0.002862422,0.06892709],"study_design_scores_gemma":[0.00005559472,0.0004526843,0.04444405,0.001328846,0.00006276343,0.001850084,0.1384015,0.0193745,0.006423663,0.6643869,0.1230208,0.0001986508],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2995484,0.001806601,0.06253079,0.03540781,0.0001114617,0.0004503886,0.0001876461,0.000220009,0.599737],"genre_scores_gemma":[0.9846039,0.0009502589,0.008765907,0.0006698307,0.00004512705,0.00009998153,0.00007611302,0.0000535036,0.004735453],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02015471,"threshold_uncertainty_score":0.06135702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004837105641986505,"score_gpt":0.22235989281435,"score_spread":0.2175227871723635,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}